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Somatic Genomics and Clinical Features of Lung Adenocarcinoma: A Retrospective Study
BACKGROUND: Lung adenocarcinoma (LUAD) is the most common histologic subtype of lung cancer and has a high risk of distant metastasis at every disease stage. We aimed to characterize the genomic landscape of LUAD and identify mutation signatures associated with tumor progression. METHODS AND FINDING...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5140047/ https://www.ncbi.nlm.nih.gov/pubmed/27923066 http://dx.doi.org/10.1371/journal.pmed.1002162 |
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author | Shi, Jianxin Hua, Xing Zhu, Bin Ravichandran, Sarangan Wang, Mingyi Nguyen, Cu Brodie, Seth A. Palleschi, Alessandro Alloisio, Marco Pariscenti, Gianluca Jones, Kristine Zhou, Weiyin Bouk, Aaron J. Boland, Joseph Hicks, Belynda Risch, Adam Bennett, Hunter Luke, Brian T. Song, Lei Duan, Jubao Liu, Pengyuan Kohno, Takashi Chen, Qingrong Meerzaman, Daoud Marconett, Crystal Laird-Offringa, Ite Mills, Ian Caporaso, Neil E. Gail, Mitchell H. Pesatori, Angela C. Consonni, Dario Bertazzi, Pier Alberto Chanock, Stephen J. Landi, Maria Teresa |
author_facet | Shi, Jianxin Hua, Xing Zhu, Bin Ravichandran, Sarangan Wang, Mingyi Nguyen, Cu Brodie, Seth A. Palleschi, Alessandro Alloisio, Marco Pariscenti, Gianluca Jones, Kristine Zhou, Weiyin Bouk, Aaron J. Boland, Joseph Hicks, Belynda Risch, Adam Bennett, Hunter Luke, Brian T. Song, Lei Duan, Jubao Liu, Pengyuan Kohno, Takashi Chen, Qingrong Meerzaman, Daoud Marconett, Crystal Laird-Offringa, Ite Mills, Ian Caporaso, Neil E. Gail, Mitchell H. Pesatori, Angela C. Consonni, Dario Bertazzi, Pier Alberto Chanock, Stephen J. Landi, Maria Teresa |
author_sort | Shi, Jianxin |
collection | PubMed |
description | BACKGROUND: Lung adenocarcinoma (LUAD) is the most common histologic subtype of lung cancer and has a high risk of distant metastasis at every disease stage. We aimed to characterize the genomic landscape of LUAD and identify mutation signatures associated with tumor progression. METHODS AND FINDINGS: We performed an integrative genomic analysis, incorporating whole exome sequencing (WES), determination of DNA copy number and DNA methylation, and transcriptome sequencing for 101 LUAD samples from the Environment And Genetics in Lung cancer Etiology (EAGLE) study. We detected driver genes by testing whether the nonsynonymous mutation rate was significantly higher than the background mutation rate and replicated our findings in public datasets with 724 samples. We performed subclonality analysis for mutations based on mutant allele data and copy number alteration data. We also tested the association between mutation signatures and clinical outcomes, including distant metastasis, survival, and tumor grade. We identified and replicated two novel candidate driver genes, POU class 4 homeobox 2 (POU4F2) (mutated in 9 [8.9%] samples) and ZKSCAN1 (mutated in 6 [5.9%] samples), and characterized their major deleterious mutations. ZKSCAN1 was part of a mutually exclusive gene set that included the RTK/RAS/RAF pathway genes BRAF, EGFR, KRAS, MET, and NF1, indicating an important driver role for this gene. Moreover, we observed strong associations between methylation in specific genomic regions and somatic mutation patterns. In the tumor evolution analysis, four driver genes had a significantly lower fraction of subclonal mutations (FSM), including TP53 (p = 0.007), KEAP1 (p = 0.012), STK11 (p = 0.0076), and EGFR (p = 0.0078), suggesting a tumor initiation role for these genes. Subclonal mutations were significantly enriched in APOBEC-related signatures (p < 2.5×10(−50)). The total number of somatic mutations (p = 0.0039) and the fraction of transitions (p = 5.5×10(−4)) were associated with increased risk of distant metastasis. Our study’s limitations include a small number of LUAD patients for subgroup analyses and a single-sample design for investigation of subclonality. CONCLUSIONS: These data provide a genomic characterization of LUAD pathogenesis and progression. The distinct clonal and subclonal mutation signatures suggest possible diverse carcinogenesis pathways for endogenous and exogenous exposures, and may serve as a foundation for more effective treatments for this lethal disease. LUAD’s high heterogeneity emphasizes the need to further study this tumor type and to associate genomic findings with clinical outcomes. |
format | Online Article Text |
id | pubmed-5140047 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-51400472016-12-21 Somatic Genomics and Clinical Features of Lung Adenocarcinoma: A Retrospective Study Shi, Jianxin Hua, Xing Zhu, Bin Ravichandran, Sarangan Wang, Mingyi Nguyen, Cu Brodie, Seth A. Palleschi, Alessandro Alloisio, Marco Pariscenti, Gianluca Jones, Kristine Zhou, Weiyin Bouk, Aaron J. Boland, Joseph Hicks, Belynda Risch, Adam Bennett, Hunter Luke, Brian T. Song, Lei Duan, Jubao Liu, Pengyuan Kohno, Takashi Chen, Qingrong Meerzaman, Daoud Marconett, Crystal Laird-Offringa, Ite Mills, Ian Caporaso, Neil E. Gail, Mitchell H. Pesatori, Angela C. Consonni, Dario Bertazzi, Pier Alberto Chanock, Stephen J. Landi, Maria Teresa PLoS Med Research Article BACKGROUND: Lung adenocarcinoma (LUAD) is the most common histologic subtype of lung cancer and has a high risk of distant metastasis at every disease stage. We aimed to characterize the genomic landscape of LUAD and identify mutation signatures associated with tumor progression. METHODS AND FINDINGS: We performed an integrative genomic analysis, incorporating whole exome sequencing (WES), determination of DNA copy number and DNA methylation, and transcriptome sequencing for 101 LUAD samples from the Environment And Genetics in Lung cancer Etiology (EAGLE) study. We detected driver genes by testing whether the nonsynonymous mutation rate was significantly higher than the background mutation rate and replicated our findings in public datasets with 724 samples. We performed subclonality analysis for mutations based on mutant allele data and copy number alteration data. We also tested the association between mutation signatures and clinical outcomes, including distant metastasis, survival, and tumor grade. We identified and replicated two novel candidate driver genes, POU class 4 homeobox 2 (POU4F2) (mutated in 9 [8.9%] samples) and ZKSCAN1 (mutated in 6 [5.9%] samples), and characterized their major deleterious mutations. ZKSCAN1 was part of a mutually exclusive gene set that included the RTK/RAS/RAF pathway genes BRAF, EGFR, KRAS, MET, and NF1, indicating an important driver role for this gene. Moreover, we observed strong associations between methylation in specific genomic regions and somatic mutation patterns. In the tumor evolution analysis, four driver genes had a significantly lower fraction of subclonal mutations (FSM), including TP53 (p = 0.007), KEAP1 (p = 0.012), STK11 (p = 0.0076), and EGFR (p = 0.0078), suggesting a tumor initiation role for these genes. Subclonal mutations were significantly enriched in APOBEC-related signatures (p < 2.5×10(−50)). The total number of somatic mutations (p = 0.0039) and the fraction of transitions (p = 5.5×10(−4)) were associated with increased risk of distant metastasis. Our study’s limitations include a small number of LUAD patients for subgroup analyses and a single-sample design for investigation of subclonality. CONCLUSIONS: These data provide a genomic characterization of LUAD pathogenesis and progression. The distinct clonal and subclonal mutation signatures suggest possible diverse carcinogenesis pathways for endogenous and exogenous exposures, and may serve as a foundation for more effective treatments for this lethal disease. LUAD’s high heterogeneity emphasizes the need to further study this tumor type and to associate genomic findings with clinical outcomes. Public Library of Science 2016-12-06 /pmc/articles/PMC5140047/ /pubmed/27923066 http://dx.doi.org/10.1371/journal.pmed.1002162 Text en https://creativecommons.org/publicdomain/zero/1.0/ This is an open-access article distributed under the terms of the Creative Commons Public Domain declaration, which stipulates that, once placed in the public domain, this work may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose. |
spellingShingle | Research Article Shi, Jianxin Hua, Xing Zhu, Bin Ravichandran, Sarangan Wang, Mingyi Nguyen, Cu Brodie, Seth A. Palleschi, Alessandro Alloisio, Marco Pariscenti, Gianluca Jones, Kristine Zhou, Weiyin Bouk, Aaron J. Boland, Joseph Hicks, Belynda Risch, Adam Bennett, Hunter Luke, Brian T. Song, Lei Duan, Jubao Liu, Pengyuan Kohno, Takashi Chen, Qingrong Meerzaman, Daoud Marconett, Crystal Laird-Offringa, Ite Mills, Ian Caporaso, Neil E. Gail, Mitchell H. Pesatori, Angela C. Consonni, Dario Bertazzi, Pier Alberto Chanock, Stephen J. Landi, Maria Teresa Somatic Genomics and Clinical Features of Lung Adenocarcinoma: A Retrospective Study |
title | Somatic Genomics and Clinical Features of Lung Adenocarcinoma: A Retrospective Study |
title_full | Somatic Genomics and Clinical Features of Lung Adenocarcinoma: A Retrospective Study |
title_fullStr | Somatic Genomics and Clinical Features of Lung Adenocarcinoma: A Retrospective Study |
title_full_unstemmed | Somatic Genomics and Clinical Features of Lung Adenocarcinoma: A Retrospective Study |
title_short | Somatic Genomics and Clinical Features of Lung Adenocarcinoma: A Retrospective Study |
title_sort | somatic genomics and clinical features of lung adenocarcinoma: a retrospective study |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5140047/ https://www.ncbi.nlm.nih.gov/pubmed/27923066 http://dx.doi.org/10.1371/journal.pmed.1002162 |
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